DanielLC comments on Problem of Optimal False Information - Less Wrong
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You should make the choice that brings highest utility. While truths in general are more helpful than falsehoods, this is not necessarily true, even in the case of a truly rational agent. The best falsehood will, in all probability, be better than the worst truth. Even if you exclusively value truth, there will most likely be a lie that results in you having a more accurate model, and the worst possible truth that's not misleading will have negligible effect. As such, you should chose the black box.
I don't see why this would be puzzling.